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dbt Labs dbt Analytics Engineering Certification Sample Questions:

1. You're working with a dbt project in both development and production environments.
Which configuration technique is best suited to handle differences in database connection details between these environments?

A) Create separate branches for each environment and maintain different dbt_project.yml files in each branch.
B) Define multiple profile sections within the dbt_project.yml
C) Utilize environment variables in conjunction with the profiles.yml file.
D) Use the target flag when running dbt commands.

2. You want to standardize descriptions across a large number of models that share the same underlying source schemas. Which approach might be the most efficient?

A) Create a CSV lookup file and maintain custom source descriptions within the file.
B) Manually copy and paste the descriptions into each model's YAML file.
C) Write a Jinja macro that dynamically generates descriptions based on metadata.
D) Focus on using a version control system and enforce descriptions directly within the source system.

3. You introduce a minor formatting change to a large SQL model. Afterwards, the results change unexpectedly. Which dbt-related issue might explain this, even if the SQL itself appears correct?

A) There's a version mismatch between the dbt library used during development and in production.
B) You've used a reserved keyword as a column alias without properly quoting it.
C) A subtle indentation change in a CTE accidentally modifies the execution order within the query.
D) An upstream data issue only surfaces due to the formatting change making that part of the query execute differently.

4. You're considering adding workflow orchestration to manage dependencies between your dbt project, data loading tasks, and the triggering of downstream Bl updates. Which of the following types of tools would be most suitable for this?

A) Data quality monitoring tools
B) Data lineage tools
C) General-purpose workflow orchestration tools (e.g., Airflow, Prefect)
D) CI/CD platforms

5. You're refactoring a dbt project with circular dependencies (e.g., Model A references Model B, which references Model A).
Select the most appropriate strategy:

A) Introduce a redundant intermediate model to resolve the circularity.
B) Create snapshots to break the dependency chain.
C) Add the -full-refresh flag to dbt run to force execution.
D) Rewrite SQL logic to remove the circular references.

Solutions: